{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import h5py \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_path = '/mnt/sh_flex_storage/malu/venv/CHIPS_MRCNN/dataset/null_train.h5'\n",
    "data = h5py.File(pads_path,'r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "images = data['input']\n",
    "mask = data['output']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7ffb1fadbba8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = images[0,:].reshape(6,224,224)\n",
    "plt.imshow(img[0,:,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7ffb1c1f27b8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img1 = images[0,:]\n",
    "img_re = []\n",
    "for i in range(6*224):\n",
    "    start = i*224\n",
    "    end = (i+1)*224\n",
    "    img_re.append(img1[start:end][::-1])\n",
    "\n",
    "img = np.array(img_re).reshape(6,224,224)\n",
    "plt.imshow(img[0,:,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6, 224, 224)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "def reverse(images,channel):\n",
    "    images_re = []\n",
    "    for i in range(len(images)):\n",
    "        img = images[i,:]\n",
    "        img_re = []\n",
    "        for j  in range(channel*224):\n",
    "            start = j*224\n",
    "            end = (j+1)*224\n",
    "            img_re.append(img[start:end][::-1])\n",
    "        img_re = np.array(img_re).ravel()\n",
    "        images_re.append(img_re)\n",
    "    return np.array(images_re)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200704"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "4*224*224"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "images_re = reverse(images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6596, 301056)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images_re.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "masks_re = reverse(mask,4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6596, 200704)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "masks_re.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "reversed_null = h5py.File('reversed_null.h5','w')\n",
    "reversed_null['input']=images_re\n",
    "reversed_null['output']=masks_re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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